Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 5698 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 667.9 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 15 |
|---|
gross_revenue is highly correlated with qnt_purchases and 3 other fields | High correlation |
recency_days is highly correlated with qnt_purchases | High correlation |
qnt_purchases is highly correlated with gross_revenue and 4 other fields | High correlation |
var_products is highly correlated with gross_revenue and 3 other fields | High correlation |
qnt_items is highly correlated with gross_revenue and 4 other fields | High correlation |
freq_purchase is highly correlated with qnt_purchases and 1 other fields | High correlation |
qtd_returned is highly correlated with qnt_purchases and 3 other fields | High correlation |
freq_returns is highly correlated with qtd_returned and 2 other fields | High correlation |
avg_basket_size is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_basket_variety is highly correlated with var_products and 1 other fields | High correlation |
item_rp_ratio is highly correlated with qtd_returned and 2 other fields | High correlation |
net_margin is highly correlated with qtd_returned and 2 other fields | High correlation |
gross_revenue is highly correlated with qnt_purchases and 1 other fields | High correlation |
qnt_purchases is highly correlated with gross_revenue and 1 other fields | High correlation |
var_products is highly correlated with avg_basket_variety | High correlation |
qnt_items is highly correlated with gross_revenue and 1 other fields | High correlation |
avg_basket_size is highly correlated with avg_basket_variety | High correlation |
avg_basket_variety is highly correlated with var_products and 1 other fields | High correlation |
item_rp_ratio is highly correlated with net_margin | High correlation |
net_margin is highly correlated with item_rp_ratio | High correlation |
gross_revenue is highly correlated with qnt_purchases and 3 other fields | High correlation |
qnt_purchases is highly correlated with gross_revenue and 2 other fields | High correlation |
var_products is highly correlated with gross_revenue and 2 other fields | High correlation |
qnt_items is highly correlated with gross_revenue and 3 other fields | High correlation |
freq_purchase is highly correlated with qnt_purchases | High correlation |
qtd_returned is highly correlated with freq_returns and 2 other fields | High correlation |
freq_returns is highly correlated with qtd_returned and 2 other fields | High correlation |
avg_basket_size is highly correlated with gross_revenue and 1 other fields | High correlation |
avg_basket_variety is highly correlated with var_products | High correlation |
item_rp_ratio is highly correlated with qtd_returned and 2 other fields | High correlation |
net_margin is highly correlated with qtd_returned and 2 other fields | High correlation |
df_index is highly correlated with customer_id and 1 other fields | High correlation |
customer_id is highly correlated with df_index and 2 other fields | High correlation |
gross_revenue is highly correlated with qnt_purchases and 4 other fields | High correlation |
recency_days is highly correlated with df_index and 1 other fields | High correlation |
qnt_purchases is highly correlated with gross_revenue and 3 other fields | High correlation |
var_products is highly correlated with gross_revenue and 5 other fields | High correlation |
qnt_items is highly correlated with gross_revenue and 3 other fields | High correlation |
qtd_returned is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_basket_size is highly correlated with gross_revenue and 2 other fields | High correlation |
avg_basket_variety is highly correlated with customer_id and 2 other fields | High correlation |
item_rp_ratio is highly correlated with net_margin | High correlation |
net_margin is highly correlated with item_rp_ratio | High correlation |
gross_revenue is highly skewed (γ1 = 23.64230131) | Skewed |
qnt_items is highly skewed (γ1 = 25.34473112) | Skewed |
avg_ticket is highly skewed (γ1 = 48.12570503) | Skewed |
qtd_returned is highly skewed (γ1 = 24.95562219) | Skewed |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
customer_id has unique values | Unique |
qtd_returned has 4198 (73.7%) zeros | Zeros |
freq_returns has 4198 (73.7%) zeros | Zeros |
item_rp_ratio has 4198 (73.7%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-23 01:50:45.776909 |
|---|---|
| Analysis finished | 2021-10-23 01:51:08.069973 |
| Duration | 22.29 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 5698 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2897.338189 |
| Minimum | 0 |
|---|---|
| Maximum | 5788 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 289.85 |
| Q1 | 1455.25 |
| median | 2899.5 |
| Q3 | 4342.75 |
| 95-th percentile | 5497.15 |
| Maximum | 5788 |
| Range | 5788 |
| Interquartile range (IQR) | 2887.5 |
Descriptive statistics
| Standard deviation | 1669.76685 |
|---|---|
| Coefficient of variation (CV) | 0.5763106485 |
| Kurtosis | -1.196205631 |
| Mean | 2897.338189 |
| Median Absolute Deviation (MAD) | 1444 |
| Skewness | -0.003581351907 |
| Sum | 16509033 |
| Variance | 2788121.335 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3847 | 1 | < 0.1% |
| 3867 | 1 | < 0.1% |
| 3866 | 1 | < 0.1% |
| 3865 | 1 | < 0.1% |
| 3864 | 1 | < 0.1% |
| 3863 | 1 | < 0.1% |
| 3862 | 1 | < 0.1% |
| 3861 | 1 | < 0.1% |
| 3860 | 1 | < 0.1% |
| Other values (5688) | 5688 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 5788 | 1 | |
| 5787 | 1 | |
| 5786 | 1 | |
| 5785 | 1 | |
| 5784 | 1 | |
| 5783 | 1 | |
| 5782 | 1 | |
| 5781 | 1 | |
| 5780 | 1 | |
| 5779 | 1 |
| Distinct | 5698 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16600.64812 |
| Minimum | 12347 |
|---|---|
| Maximum | 22709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12699.55 |
| Q1 | 14287.25 |
| median | 16226.5 |
| Q3 | 18211.75 |
| 95-th percentile | 21725.15 |
| Maximum | 22709 |
| Range | 10362 |
| Interquartile range (IQR) | 3924.5 |
Descriptive statistics
| Standard deviation | 2809.23708 |
|---|---|
| Coefficient of variation (CV) | 0.1692245423 |
| Kurtosis | -0.8230600484 |
| Mean | 16600.64812 |
| Median Absolute Deviation (MAD) | 1964 |
| Skewness | 0.4410586186 |
| Sum | 94590493 |
| Variance | 7891812.973 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 17997 | 1 | < 0.1% |
| 17891 | 1 | < 0.1% |
| 16498 | 1 | < 0.1% |
| 13745 | 1 | < 0.1% |
| 15584 | 1 | < 0.1% |
| 21089 | 1 | < 0.1% |
| 21088 | 1 | < 0.1% |
| 21087 | 1 | < 0.1% |
| 21086 | 1 | < 0.1% |
| Other values (5688) | 5688 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 | |
| 12357 | 1 |
| Value | Count | Frequency (%) |
| 22709 | 1 | |
| 22708 | 1 | |
| 22707 | 1 | |
| 22706 | 1 | |
| 22705 | 1 | |
| 22704 | 1 | |
| 22700 | 1 | |
| 22699 | 1 | |
| 22696 | 1 | |
| 22695 | 1 |
gross_revenue
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWED| Distinct | 5454 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1735.645921 |
| Minimum | 0.42 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 13.2355 |
| Q1 | 236.4925 |
| median | 612.07 |
| Q3 | 1567.645 |
| 95-th percentile | 5228.677 |
| Maximum | 279138.02 |
| Range | 279137.6 |
| Interquartile range (IQR) | 1331.1525 |
Descriptive statistics
| Standard deviation | 7432.526681 |
|---|---|
| Coefficient of variation (CV) | 4.282282803 |
| Kurtosis | 729.0754875 |
| Mean | 1735.645921 |
| Median Absolute Deviation (MAD) | 477.79 |
| Skewness | 23.64230131 |
| Sum | 9889710.46 |
| Variance | 55242452.87 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 2.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 3.75 | 7 | 0.1% |
| 4.25 | 6 | 0.1% |
| 7.5 | 6 | 0.1% |
| 5.95 | 6 | 0.1% |
| Other values (5444) | 5626 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | |
| 1.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 70100.49 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.8555634 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 37 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23 |
| median | 71 |
| Q3 | 199 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 176 |
Descriptive statistics
| Standard deviation | 111.5314761 |
|---|---|
| Coefficient of variation (CV) | 0.9544387354 |
| Kurtosis | -0.6378758846 |
| Mean | 116.8555634 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.8154086444 |
| Sum | 665843 |
| Variance | 12439.27016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 92 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 78 | 1.4% |
| 15 | 67 | 1.2% |
| Other values (294) | 4822 |
| Value | Count | Frequency (%) |
| 0 | 37 | 0.6% |
| 1 | 110 | |
| 2 | 92 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 22 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.47034047 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.808567324 |
|---|---|
| Coefficient of variation (CV) | 1.961930647 |
| Kurtosis | 302.6603825 |
| Mean | 3.47034047 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.20268773 |
| Sum | 19774 |
| Variance | 46.356589 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2870 | |
| 2 | 829 | 14.5% |
| 3 | 503 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Other values (46) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2870 | |
| 2 | 829 | 14.5% |
| 3 | 503 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 1 | |
| 60 | 2 | |
| 57 | 1 |
| Distinct | 438 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.47929098 |
| Minimum | 1 |
|---|---|
| Maximum | 1786 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 13 |
| median | 36 |
| Q3 | 84 |
| 95-th percentile | 241 |
| Maximum | 1786 |
| Range | 1785 |
| Interquartile range (IQR) | 71 |
Descriptive statistics
| Standard deviation | 100.7637571 |
|---|---|
| Coefficient of variation (CV) | 1.450270371 |
| Kurtosis | 43.72624843 |
| Mean | 69.47929098 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 4.650616344 |
| Sum | 395893 |
| Variance | 10153.33475 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 277 | 4.9% |
| 2 | 149 | 2.6% |
| 3 | 112 | 2.0% |
| 10 | 101 | 1.8% |
| 5 | 97 | 1.7% |
| 9 | 96 | 1.7% |
| 11 | 93 | 1.6% |
| 6 | 93 | 1.6% |
| 8 | 93 | 1.6% |
| 7 | 90 | 1.6% |
| Other values (428) | 4497 |
| Value | Count | Frequency (%) |
| 1 | 277 | |
| 2 | 149 | |
| 3 | 112 | |
| 4 | 90 | 1.6% |
| 5 | 97 | 1.7% |
| 6 | 93 | 1.6% |
| 7 | 90 | 1.6% |
| 8 | 93 | 1.6% |
| 9 | 96 | 1.7% |
| 10 | 101 | 1.8% |
| Value | Count | Frequency (%) |
| 1786 | 1 | |
| 1766 | 1 | |
| 1322 | 1 | |
| 1118 | 1 | |
| 884 | 1 | |
| 817 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 717 | 1 |
qnt_items
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWED| Distinct | 1835 |
|---|---|
| Distinct (%) | 32.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 943.7620218 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 106 |
| median | 317 |
| Q3 | 801.75 |
| 95-th percentile | 2894.75 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 695.75 |
Descriptive statistics
| Standard deviation | 4173.345102 |
|---|---|
| Coefficient of variation (CV) | 4.422031196 |
| Kurtosis | 956.6808892 |
| Mean | 943.7620218 |
| Median Absolute Deviation (MAD) | 253 |
| Skewness | 25.34473112 |
| Sum | 5377556 |
| Variance | 17416809.34 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 113 | 2.0% |
| 2 | 73 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 25 | 0.4% |
| 88 | 22 | 0.4% |
| 72 | 21 | 0.4% |
| 7 | 20 | 0.4% |
| Other values (1825) | 5260 |
| Value | Count | Frequency (%) |
| 1 | 113 | |
| 2 | 73 | |
| 3 | 51 | |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 7 | 20 | 0.4% |
| 8 | 18 | 0.3% |
| 9 | 7 | 0.1% |
| 10 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 | |
| 50255 | 1 |
| Distinct | 5505 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.03434847 |
| Minimum | 0.42 |
|---|---|
| Maximum | 13305.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 3.460567302 |
| Q1 | 7.95 |
| median | 15.85435606 |
| Q3 | 21.96158411 |
| 95-th percentile | 75.16291917 |
| Maximum | 13305.5 |
| Range | 13305.08 |
| Interquartile range (IQR) | 14.01158411 |
Descriptive statistics
| Standard deviation | 210.7747768 |
|---|---|
| Coefficient of variation (CV) | 6.791661083 |
| Kurtosis | 2837.677304 |
| Mean | 31.03434847 |
| Median Absolute Deviation (MAD) | 7.490555851 |
| Skewness | 48.12570503 |
| Sum | 176833.7176 |
| Variance | 44426.00652 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.75 | 11 | 0.2% |
| 4.95 | 10 | 0.2% |
| 2.95 | 9 | 0.2% |
| 1.25 | 9 | 0.2% |
| 7.95 | 8 | 0.1% |
| 12.75 | 7 | 0.1% |
| 8.25 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 4.15 | 6 | 0.1% |
| 3.35 | 6 | 0.1% |
| Other values (5495) | 5618 |
| Value | Count | Frequency (%) |
| 0.42 | 3 | |
| 0.535 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.8371428571 | 1 | < 0.1% |
| 0.84 | 2 | |
| 0.85 | 3 | |
| 1.002222222 | 1 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.03875 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 13305.5 | 1 | |
| 4599.68 | 1 | |
| 3861 | 1 | |
| 3202.92 | 1 | |
| 3096 | 1 | |
| 1687.2 | 1 | |
| 1377.077778 | 1 | |
| 1001.2 | 1 | |
| 952.9875 | 1 | |
| 931.5 | 1 |
| Distinct | 1226 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5475501672 |
| Minimum | 0.005449591281 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.01104667696 |
| Q1 | 0.02494806094 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455041 |
| Interquartile range (IQR) | 0.9750519391 |
Descriptive statistics
| Standard deviation | 0.5508335323 |
|---|---|
| Coefficient of variation (CV) | 1.005996464 |
| Kurtosis | 138.4768319 |
| Mean | 0.5475501672 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.845559381 |
| Sum | 3119.940853 |
| Variance | 0.3034175803 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2878 | |
| 2 | 49 | 0.9% |
| 0.0625 | 18 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.03448275862 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.02941176471 | 14 | 0.2% |
| 0.02127659574 | 13 | 0.2% |
| Other values (1216) | 2648 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | 0.1% |
| 2 | 49 | 0.9% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2878 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| Distinct | 210 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.14987715 |
| Minimum | 0 |
|---|---|
| Maximum | 6504 |
| Zeros | 4198 |
| Zeros (%) | 73.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 38 |
| Maximum | 6504 |
| Range | 6504 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 154.3255531 |
|---|---|
| Coefficient of variation (CV) | 9.555834491 |
| Kurtosis | 807.125368 |
| Mean | 16.14987715 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.95562219 |
| Sum | 92022 |
| Variance | 23816.37634 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4198 | |
| 1 | 169 | 3.0% |
| 2 | 151 | 2.7% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 6 | 78 | 1.4% |
| 5 | 61 | 1.1% |
| 12 | 52 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| Other values (200) | 708 | 12.4% |
| Value | Count | Frequency (%) |
| 0 | 4198 | |
| 1 | 169 | 3.0% |
| 2 | 151 | 2.7% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 5 | 61 | 1.1% |
| 6 | 78 | 1.4% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| 9 | 41 | 0.7% |
| Value | Count | Frequency (%) |
| 6504 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 | |
| 1594 | 1 | |
| 1535 | 2 |
| Distinct | 427 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1616901892 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 4198 |
| Zeros (%) | 73.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.009901311518 |
| 95-th percentile | 1 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0.009901311518 |
Descriptive statistics
| Standard deviation | 0.3730391124 |
|---|---|
| Coefficient of variation (CV) | 2.30712274 |
| Kurtosis | 4.862729409 |
| Mean | 0.1616901892 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.20137007 |
| Sum | 921.310698 |
| Variance | 0.1391581793 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4198 | |
| 1 | 853 | 15.0% |
| 2 | 14 | 0.2% |
| 0.5 | 8 | 0.1% |
| 0.2857142857 | 8 | 0.1% |
| 0.02564102564 | 7 | 0.1% |
| 0.25 | 6 | 0.1% |
| 0.009478672986 | 5 | 0.1% |
| 0.01960784314 | 5 | 0.1% |
| 0.01298701299 | 5 | 0.1% |
| Other values (417) | 589 | 10.3% |
| Value | Count | Frequency (%) |
| 0 | 4198 | |
| 0.005571030641 | 1 | < 0.1% |
| 0.005681818182 | 2 | < 0.1% |
| 0.005865102639 | 1 | < 0.1% |
| 0.005934718101 | 1 | < 0.1% |
| 0.005952380952 | 1 | < 0.1% |
| 0.006024096386 | 1 | < 0.1% |
| 0.006042296073 | 1 | < 0.1% |
| 0.006172839506 | 1 | < 0.1% |
| 0.006191950464 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 14 | 0.2% |
| 1 | 853 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 4 | 0.1% |
| 0.5 | 8 | 0.1% |
| 0.4285714286 | 1 | < 0.1% |
| 0.4 | 4 | 0.1% |
| 0.3333333333 | 1 | < 0.1% |
avg_basket_size
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2365 |
|---|---|
| Distinct (%) | 41.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 242.2348805 |
| Minimum | 1 |
|---|---|
| Maximum | 7824 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 75 |
| median | 152 |
| Q3 | 290 |
| 95-th percentile | 731.15 |
| Maximum | 7824 |
| Range | 7823 |
| Interquartile range (IQR) | 215 |
Descriptive statistics
| Standard deviation | 345.1539697 |
|---|---|
| Coefficient of variation (CV) | 1.424873119 |
| Kurtosis | 83.50967642 |
| Mean | 242.2348805 |
| Median Absolute Deviation (MAD) | 96.5 |
| Skewness | 6.639402785 |
| Sum | 1380254.349 |
| Variance | 119131.2628 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 114 | 2.0% |
| 2 | 72 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 26 | 0.5% |
| 72 | 22 | 0.4% |
| 100 | 22 | 0.4% |
| 73 | 21 | 0.4% |
| Other values (2355) | 5257 |
| Value | Count | Frequency (%) |
| 1 | 114 | |
| 2 | 72 | |
| 3 | 51 | |
| 3.333333333 | 1 | < 0.1% |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 5.333333333 | 1 | < 0.1% |
| 5.666666667 | 1 | < 0.1% |
| 6 | 29 | 0.5% |
| 6.142857143 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7824 | 1 | |
| 5963 | 1 | |
| 4507 | 1 | |
| 4300 | 1 | |
| 4282 | 1 | |
| 4280 | 1 | |
| 4136 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 3028 | 1 |
avg_basket_variety
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1169 |
|---|---|
| Distinct (%) | 20.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.05971538 |
| Minimum | 0.2 |
|---|---|
| Maximum | 748 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7.285714286 |
| median | 15.07417582 |
| Q3 | 31 |
| 95-th percentile | 173 |
| Maximum | 748 |
| Range | 747.8 |
| Interquartile range (IQR) | 23.71428571 |
Descriptive statistics
| Standard deviation | 75.5306435 |
|---|---|
| Coefficient of variation (CV) | 2.038079427 |
| Kurtosis | 28.43551958 |
| Mean | 37.05971538 |
| Median Absolute Deviation (MAD) | 9.925824176 |
| Skewness | 4.854137488 |
| Sum | 211166.2582 |
| Variance | 5704.878107 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 276 | 4.8% |
| 2 | 161 | 2.8% |
| 3 | 115 | 2.0% |
| 9 | 105 | 1.8% |
| 10 | 105 | 1.8% |
| 8 | 103 | 1.8% |
| 7 | 101 | 1.8% |
| 6 | 101 | 1.8% |
| 5 | 100 | 1.8% |
| 13 | 97 | 1.7% |
| Other values (1159) | 4434 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 7 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 703 | 1 | |
| 686 | 1 | |
| 675 | 1 | |
| 673 | 1 | |
| 660 | 1 | |
| 649 | 1 | |
| 647 | 1 |
item_rp_ratio
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1379 |
|---|---|
| Distinct (%) | 24.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01201326554 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 4198 |
| Zeros (%) | 73.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.001033139699 |
| 95-th percentile | 0.04109589041 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.001033139699 |
Descriptive statistics
| Standard deviation | 0.06471766549 |
|---|---|
| Coefficient of variation (CV) | 5.387183467 |
| Kurtosis | 134.7358715 |
| Mean | 0.01201326554 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.5498386 |
| Sum | 68.45158703 |
| Variance | 0.004188376226 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4198 | |
| 1 | 11 | 0.2% |
| 0.01075268817 | 4 | 0.1% |
| 0.009661835749 | 4 | 0.1% |
| 0.009259259259 | 3 | 0.1% |
| 0.03846153846 | 3 | 0.1% |
| 0.0243902439 | 3 | 0.1% |
| 0.02380952381 | 3 | 0.1% |
| 0.007462686567 | 3 | 0.1% |
| 0.01492537313 | 3 | 0.1% |
| Other values (1369) | 1463 | 25.7% |
| Value | Count | Frequency (%) |
| 0 | 4198 | |
| 0.0001169636243 | 1 | < 0.1% |
| 0.0001839926403 | 1 | < 0.1% |
| 0.0002816901408 | 1 | < 0.1% |
| 0.0003140703518 | 1 | < 0.1% |
| 0.0003619254434 | 1 | < 0.1% |
| 0.0003632401017 | 1 | < 0.1% |
| 0.0003637686431 | 1 | < 0.1% |
| 0.0003671071953 | 1 | < 0.1% |
| 0.000393081761 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 0.9863013699 | 1 | < 0.1% |
| 0.8333333333 | 1 | < 0.1% |
| 0.6333333333 | 1 | < 0.1% |
| 0.6115107914 | 1 | < 0.1% |
| 0.6008836524 | 1 | < 0.1% |
| 0.5964566929 | 1 | < 0.1% |
| 0.5648854962 | 1 | < 0.1% |
| 0.5646387833 | 1 | < 0.1% |
| 0.5602040816 | 1 | < 0.1% |
| Distinct | 1494 |
|---|---|
| Distinct (%) | 26.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9849909884 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 11 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.930997443 |
| Q1 | 0.9979218471 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.00207815293 |
Descriptive statistics
| Standard deviation | 0.06715476332 |
|---|---|
| Coefficient of variation (CV) | 0.06817804844 |
| Kurtosis | 119.0519217 |
| Mean | 0.9849909884 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -9.742664177 |
| Sum | 5612.478652 |
| Variance | 0.004509762237 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3721 | |
| 1 | 223 | 3.9% |
| 1 | 161 | 2.8% |
| 1 | 93 | 1.6% |
| 0 | 11 | 0.2% |
| 0.9809727315 | 1 | < 0.1% |
| 0.9791926573 | 1 | < 0.1% |
| 0.9707212523 | 1 | < 0.1% |
| 0.9947665325 | 1 | < 0.1% |
| 0.9631287859 | 1 | < 0.1% |
| Other values (1484) | 1484 | 26.0% |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 0.04946653734 | 1 | < 0.1% |
| 0.1336898396 | 1 | < 0.1% |
| 0.1401705408 | 1 | < 0.1% |
| 0.2502340912 | 1 | < 0.1% |
| 0.2829510229 | 1 | < 0.1% |
| 0.324117991 | 1 | < 0.1% |
| 0.3548601864 | 1 | < 0.1% |
| 0.48 | 1 | < 0.1% |
| 0.4870859068 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 223 | 3.9% |
| 1 | 3721 | |
| 1 | 161 | 2.8% |
| 1 | 93 | 1.6% |
| 0.9999180769 | 1 | < 0.1% |
| 0.9998431613 | 1 | < 0.1% |
| 0.9997243132 | 1 | < 0.1% |
| 0.9996916904 | 1 | < 0.1% |
| 0.9996728761 | 1 | < 0.1% |
| 0.9996149715 | 1 | < 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | customer_id | gross_revenue | recency_days | qnt_purchases | var_products | qnt_items | avg_ticket | freq_purchase | qtd_returned | freq_returns | avg_basket_size | avg_basket_variety | item_rp_ratio | net_margin | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 17850 | 5391.21 | 372.0 | 34.0 | 21.0 | 1733.0 | 18.152222 | 17.000000 | 40.0 | 1.000000 | 50.970588 | 0.617647 | 0.023081 | 0.980973 |
| 1 | 1 | 13047 | 3232.59 | 56.0 | 9.0 | 105.0 | 1390.0 | 18.904035 | 0.028302 | 35.0 | 0.023973 | 154.444444 | 11.666667 | 0.025180 | 0.955611 |
| 2 | 2 | 12583 | 6705.38 | 2.0 | 15.0 | 114.0 | 5028.0 | 28.902500 | 0.040323 | 50.0 | 0.105263 | 335.200000 | 7.600000 | 0.009944 | 0.988660 |
| 3 | 3 | 13748 | 948.25 | 95.0 | 5.0 | 24.0 | 439.0 | 33.866071 | 0.017921 | 0.0 | 0.000000 | 87.800000 | 4.800000 | 0.000000 | 1.000000 |
| 4 | 4 | 15100 | 876.00 | 333.0 | 3.0 | 1.0 | 80.0 | 292.000000 | 0.073171 | 22.0 | 0.078947 | 26.666667 | 0.333333 | 0.275000 | 0.725000 |
| 5 | 5 | 15291 | 4623.30 | 25.0 | 14.0 | 61.0 | 2102.0 | 45.326471 | 0.040115 | 29.0 | 0.032468 | 150.142857 | 4.357143 | 0.013796 | 0.984472 |
| 6 | 6 | 14688 | 5630.87 | 7.0 | 21.0 | 148.0 | 3621.0 | 17.219786 | 0.057221 | 399.0 | 0.019608 | 172.428571 | 7.047619 | 0.110191 | 0.907032 |
| 7 | 7 | 17809 | 5411.91 | 16.0 | 12.0 | 46.0 | 2057.0 | 88.719836 | 0.033520 | 41.0 | 0.013072 | 171.416667 | 3.833333 | 0.019932 | 0.987609 |
| 8 | 8 | 15311 | 60767.90 | 0.0 | 91.0 | 567.0 | 38194.0 | 25.543464 | 0.243316 | 474.0 | 0.072193 | 419.714286 | 6.230769 | 0.012410 | 0.977808 |
| 9 | 9 | 16098 | 2005.63 | 87.0 | 7.0 | 34.0 | 613.0 | 29.934776 | 0.024390 | 0.0 | 0.000000 | 87.571429 | 4.857143 | 0.000000 | 1.000000 |
Last rows
| df_index | customer_id | gross_revenue | recency_days | qnt_purchases | var_products | qnt_items | avg_ticket | freq_purchase | qtd_returned | freq_returns | avg_basket_size | avg_basket_variety | item_rp_ratio | net_margin | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5688 | 5779 | 22700 | 4839.42 | 1.0 | 1.0 | 55.0 | 1074.0 | 78.055161 | 1.0 | 0.0 | 0.0 | 1074.0 | 55.0 | 0.0 | 1.0 |
| 5689 | 5780 | 13298 | 360.00 | 1.0 | 1.0 | 2.0 | 96.0 | 180.000000 | 1.0 | 0.0 | 0.0 | 96.0 | 2.0 | 0.0 | 1.0 |
| 5690 | 5781 | 14569 | 227.39 | 1.0 | 1.0 | 10.0 | 79.0 | 18.949167 | 1.0 | 0.0 | 0.0 | 79.0 | 10.0 | 0.0 | 1.0 |
| 5691 | 5782 | 22704 | 17.90 | 1.0 | 1.0 | 7.0 | 14.0 | 2.557143 | 1.0 | 0.0 | 0.0 | 14.0 | 7.0 | 0.0 | 1.0 |
| 5692 | 5783 | 22705 | 3.35 | 1.0 | 1.0 | 2.0 | 2.0 | 1.675000 | 1.0 | 0.0 | 0.0 | 2.0 | 2.0 | 0.0 | 1.0 |
| 5693 | 5784 | 22706 | 5699.00 | 1.0 | 1.0 | 634.0 | 1747.0 | 8.988959 | 1.0 | 0.0 | 0.0 | 1747.0 | 634.0 | 0.0 | 1.0 |
| 5694 | 5785 | 22707 | 6756.06 | 0.0 | 1.0 | 730.0 | 2010.0 | 9.254877 | 1.0 | 0.0 | 0.0 | 2010.0 | 730.0 | 0.0 | 1.0 |
| 5695 | 5786 | 22708 | 3217.20 | 0.0 | 1.0 | 56.0 | 654.0 | 54.528814 | 1.0 | 0.0 | 0.0 | 654.0 | 56.0 | 0.0 | 1.0 |
| 5696 | 5787 | 22709 | 3950.72 | 0.0 | 1.0 | 217.0 | 731.0 | 18.206083 | 1.0 | 0.0 | 0.0 | 731.0 | 217.0 | 0.0 | 1.0 |
| 5697 | 5788 | 12713 | 794.55 | 0.0 | 1.0 | 37.0 | 505.0 | 21.474324 | 1.0 | 0.0 | 0.0 | 505.0 | 37.0 | 0.0 | 1.0 |